import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn import tree
from sklearn.tree import DecisionTreeClassifier
df = pd.read_csv('new.csv')
df.dropna()
df
from sklearn.preprocessing import OneHotEncoder
OHenc = OneHotEncoder()
df['Genre'] = OHenc.fit_transform(df[['Genre']]).toarray()
df
from sklearn.preprocessing import OrdinalEncoder
df= df.replace({'Publisher': np.nan}, 'Publisher')
Oenc = OrdinalEncoder()
df[['Name', 'Platform', 'Year', 'Publisher']] = Oenc.fit_transform(df[['Name', 'Platform', 'Year', 'Publisher']])
df
| Unnamed: 0 | Rank | Name | Platform | Year | Genre | Publisher | NA_Sales | EU_Sales | JP_Sales | Other_Sales | Global_Sales | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 9424 | 511.0 | 11.0 | 13.0 | 0.0 | 114.0 | 0.00 | 0.00 | 0.13 | 0.00 | 0.13 |
| 1 | 1 | 15694 | 326.0 | 15.0 | 28.0 | 0.0 | 66.0 | 0.00 | 0.00 | 0.02 | 0.00 | 0.02 |
| 2 | 2 | 15166 | 64.0 | 9.0 | 24.0 | 0.0 | 121.0 | 0.00 | 0.02 | 0.00 | 0.00 | 0.02 |
| 3 | 3 | 12177 | 513.0 | 12.0 | 23.0 | 0.0 | 114.0 | 0.00 | 0.00 | 0.07 | 0.00 | 0.07 |
| 4 | 4 | 9874 | 105.0 | 5.0 | 17.0 | 0.0 | 80.0 | 0.08 | 0.03 | 0.00 | 0.00 | 0.12 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 548 | 548 | 12799 | 393.0 | 3.0 | 21.0 | 0.0 | 20.0 | 0.05 | 0.00 | 0.00 | 0.00 | 0.06 |
| 549 | 549 | 14424 | 65.0 | 9.0 | 22.0 | 0.0 | 11.0 | 0.00 | 0.02 | 0.00 | 0.01 | 0.03 |
| 550 | 550 | 7549 | 222.0 | 14.0 | 23.0 | 0.0 | 104.0 | 0.19 | 0.00 | 0.00 | 0.02 | 0.20 |
| 551 | 551 | 2207 | 461.0 | 20.0 | 25.0 | 1.0 | 86.0 | 0.48 | 0.36 | 0.02 | 0.08 | 0.94 |
| 552 | 552 | 15733 | 420.0 | 3.0 | 22.0 | 0.0 | 79.0 | 0.02 | 0.00 | 0.00 | 0.00 | 0.02 |
553 rows × 12 columns
from sklearn.model_selection import train_test_split
Y = df['Platform']
X = df.drop(columns='Platform')
X_train, X_test, Y_train, Y_test = train_test_split(X,Y,
test_size=0.2,
random_state=42)
x_train = X_train.dropna()
y_train = Y_train[x_train.index]
x_test = X_test.dropna()
y_test = Y_test[x_test.index]
#with
dtc = DecisionTreeClassifier(max_depth=5,
min_samples_leaf=4,
max_leaf_nodes=200)
dtc = dtc.fit(X_train.iloc[::1], Y_train.iloc[::1])
plt.figure(figsize=(70,70))
tree.plot_tree(dtc, filled=True, fontsize=10)
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#without
dtc_without = DecisionTreeClassifier()
dtc_without = dtc_without.fit(X_train.iloc[::1], Y_train.iloc[::1])
plt.figure(figsize=(70,70))
tree.plot_tree(dtc_without, filled=True, fontsize=10)
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from sklearn import metrics
Y_predicts = dtc.predict(X_test)
Y_predicts_W = dtc_without.predict(X_test)
con_mat = metrics.confusion_matrix(Y_test, Y_predicts)
con_mat
array([[ 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1,
0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0,
0, 0, 0, 0],
[ 0, 0, 10, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0,
0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1,
0, 0, 0, 0],
[ 0, 0, 0, 0, 5, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0,
0, 0, 0, 4],
[ 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 2,
0, 0, 0, 0],
[ 0, 0, 5, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 7, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0],
[ 0, 0, 5, 0, 2, 3, 0, 0, 0, 6, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0],
[ 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 1, 0, 0,
0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 0, 1, 0, 0,
0, 0, 0, 0],
[ 0, 0, 5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0,
0, 0, 0, 0],
[ 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0,
0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2,
0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0],
[ 0, 0, 6, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0,
0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0,
0, 0, 0, 0],
[ 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 2, 2, 0, 1, 0, 0,
0, 0, 0, 0],
[ 0, 0, 0, 0, 6, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0, 3]], dtype=int64)
con_mat_w = metrics.confusion_matrix(Y_test, Y_predicts_W)
con_mat_w
array([[1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0],
[0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
[0, 1, 0, 5, 0, 0, 0, 0, 2, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0],
[0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 2, 1, 0, 2, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1],
[0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0],
[0, 0, 0, 1, 0, 0, 0, 0, 3, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0],
[0, 0, 0, 0, 0, 0, 0, 2, 0, 5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 3, 0, 1, 0, 0, 0, 0, 7, 0, 0, 0, 0, 0, 0, 0, 0, 2, 3],
[0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 3, 1, 0, 0, 0, 0, 0, 1, 1, 0],
[0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 2, 1, 0, 1, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 3, 0, 1, 1, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 5, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0],
[0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 2, 0, 2, 0],
[0, 0, 0, 0, 0, 0, 2, 0, 2, 1, 1, 0, 0, 2, 0, 0, 0, 0, 0, 0, 2]],
dtype=int64)
sns.heatmap(con_mat, annot=True, fmt="d")
plt.xlabel("Предсказания")
plt.ylabel("Реально")
Text(50.722222222222214, 0.5, 'Реально')
sns.heatmap(con_mat_w, annot=True, fmt="d")
plt.xlabel("Предсказания")
plt.ylabel("Реально")
Text(50.722222222222214, 0.5, 'Реально')
print("Точность", metrics.accuracy_score(Y_test, Y_predicts))
print("Чувствительность", metrics.recall_score(Y_test, Y_predicts, average='macro'))
print("Аккуратность", metrics.precision_score(Y_test, Y_predicts, average='macro'))
print("Финальная", metrics.f1_score(Y_test, Y_predicts, average='macro'))
Точность 0.3333333333333333 Чувствительность 0.21684523809523806 Аккуратность 0.16716575091575092 Финальная 0.17340359477124184
c:\Users\Alexander\AppData\Local\Programs\Python\Python311\Lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result)) c:\Users\Alexander\AppData\Local\Programs\Python\Python311\Lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result))
print("Точность", metrics.accuracy_score(Y_test, Y_predicts_W))
print("Чувствительность", metrics.recall_score(Y_test, Y_predicts_W, average='macro'))
print("Аккуратность", metrics.precision_score(Y_test, Y_predicts_W, average='macro'))
print("Финальная", metrics.f1_score(Y_test, Y_predicts_W, average='macro'))
Точность 0.36936936936936937 Чувствительность 0.3079081632653062 Аккуратность 0.3548455512741227 Финальная 0.3135931236626687
c:\Users\Alexander\AppData\Local\Programs\Python\Python311\Lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result)) c:\Users\Alexander\AppData\Local\Programs\Python\Python311\Lib\site-packages\sklearn\metrics\_classification.py:1344: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result))